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ResearchFormerly WizWand

Identifying Mislabeling of Labeling Functions on DomainNet sketch

0.813APsource-aware IF (R-RW)
0.296120.430310.56450.69869May 25, 2022
Updated 8mo ago

Evaluation results

MethodLinks
source-aware IF (R-RW)Labeling Model=MV2022.050.813
source-aware IF (RW)Labeling Model=MV2022.050.764
source-aware IF (WM)Labeling Model=MV2022.050.718
source-aware IF (R-WM)Labeling Model=MV2022.050.718
source-aware IF (R-RW)Labeling Model=DS2022.050.515
source-aware IF (R-RW)Labeling Model=Snorkel2022.050.515
source-aware IF (RW)Labeling Model=DS2022.050.506
source-aware IF (RW)Labeling Model=Snorkel2022.050.497
source-aware IF (WM)Labeling Model=DS2022.050.46
source-aware IF (WM)Labeling Model=Snorkel2022.050.455
source-aware IF (R-WM)Labeling Model=Snorkel2022.050.433
source-aware IF (R-WM)Labeling Model=DS2022.050.432
Labeling ModelLabeling Model=MV2022.050.339
KNNLabeling Model=MV2022.050.321
End ModelLabeling Model=MV2022.050.316
Labeling ModelLabeling Model=DS2022.050.316
End ModelLabeling Model=DS2022.050.316
Labeling ModelLabeling Model=Snorkel2022.050.316
End ModelLabeling Model=Snorkel2022.050.316